The Shaping Forces of Labor Market Duality: EPL and Screening Motives

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1 The Shaping Forces of Labor Market Duality: EPL and Screening Motives Elisa Guglielminetti Jamil Nur February 16, 2015 Abstract This paper theoretically and empirically investigates the legal and economic origins and consequences of a dual labor market. Its segmented contract structure separates permanent positions open-ended, protected by layoff costs from temporary ones with lower protection but narrower scope, convertible into permanent upon expiration. Contrary to the literature, we address the role played by restrictions on both contract types in the endogenous emergence of firms sorting. In our economy, legislation limits the use of fixed-term positions by imposing a cost inversely proportional to the firm s permanent workforce. Firms may hire under temporary or permanent contracts. The latter are subject to a probationary period. The productivity of the match is revealed at the expiration of the fixed-term or the trial period. This moment come, the firm decides to either keep the worker under a full permanent contract (without probationary period), or to let her leave at no cost. Thus, the first contract form acts as a screening device. We overcome three limits in the literature: i) contract duality becomes an endogenous outcome of the model; ii) the use of temporary contracts is no longer exclusively driven by dismissal costs, but also by screening motives; iii) productivity differentials and the threshold for firing and conversions emerge endogenously. The model, calibrated on Italian data, finds that higher firing costs push firms to employ more fixed-term workers. However, the effects of a liberalization of temporary contracts depend on the protection on permanent ones: i) it decreases open-ended positions, especially when firing costs are high; ii) increases vacancies and reduces unemployment, but only when firing costs are high; iii) lowers average productivity among the unemployed and increases conversions, less so in presence of high firing costs. We test these predictions on a large matched employer-employee Italian administrative dataset. We study conversions around a EU reform (2001) dramatically reducing quantitative and qualitative constraints on the use of standard temporary contracts. Preliminary results, using firms size as a proxy for firing costs intensity, confirm our theoretical findings. JEL Classification: J080, J230, J410 Keywords: Labor Market Institutions, Labor Demand, Temporary Contracts Sciences Po and La Sapienza University of Rome. elisa.guglielminetti@sciencespo.fr Sciences Po. Corresponding Author. jamil.nur@sciencespo.fr 1

2 1 Introduction In Several European countries, the workforce is employed under a segmented contract structure, separating permanent (open-ended) from temporary (fixed-term) positions. The latter are characterized by lower protection, as measured by the OECD s EPL index 1, but legislation often limits their scope. In the past 20 years however, the introduction of flexicurity policies has widely lifted such restrictions. For instance, between 1990 and 2013, the share of temporary jobs on total dependent employment has risen from 4 to 13% in Italy, from 9 to 15% in France, while averaging 31% in Spain. Empirically, fixed-term contracts are often preferred to permanent ones. First, they do not entail any job-termination costs. Furthermore, when the contract length is particularly short, temporary workers do not count in the organic for trade union regulation. Second, they act as a buffer stock to adjust the workforce to changing economic conditions. Finally, they constitute a screening device when the productivity of the match is unknown. This paper investigates the latter motive to develop and test a theory of firms learning. The search of full information, the strength of employment protection legislation, and the degree of job flexibility interact to shape the endogenous emergence of a dual labor market. In our economy, firms hire under temporary or permanent contracts. Fixed-term contracts have limited duration; once expired they are either converted or terminated at no cost. Legislation limits their use by imposing a cost inversely proportional to the firm s permanent workforce. Open-ended contracts are unlimited, but entail an initial probationary period. At the end of the trial period, firms can either confirm workers in their permanent positions or costlessly let them go. In the first case, firms will incur in a fixed cost in the event of a layoff. The match s productivity is unknown to the employer upon hiring. Revelation only occurs at the expiration of the fixed-term 1 The OECD computes an aggregate measure of employment protection legislation (EPL), rated on a (0-6) scale. EPR represents the index for regular (open-ended) contracts, rating legislation on individual and collective dismissals. EPT is the corresponding index for standard fixed-term positions, and contracts stipulated by temporary work agencies. EPT measures valid cases for use, the maximum number of successive contracts and maximum cumulated duration. 2

3 contract or of the probationary period. In this respect, the first contract form acts as a screening device, allowing us to derive a productivity threshold for conversions and layoffs. We focus on three endogenous outcomes: the equilibrium conversion rates, and the distributions of new hires and of employed workers. The steady-state model allows us to overcome three limits in the literature: i) contract duality becomes an endogenous outcome of the model; ii) the use of temporary contracts is no longer exclusively driven by dismissal costs, but also by screening motives; iii) productivity differentials and the threshold for conversions emerge endogenously. The Italian labor market is a suitable case of study. Sustained high rates of unemployment and negative business cycles spurred several reforms at the end of the 90s. The introduction of temporary work agencies (TWA), new contract forms, and less restrictions on standard fixed-term contracts considerably increased the fraction of temporary positions (Figure 1). This surge is mainly driven by the youngest age group (15-24), as their share more than doubled in the past 15 years. In this respect, a stronger reaction by young workers upholds the existence of a screening motive for temporary contracts. We build on these facts to analyse the interaction between firms learning, and labor protection. We calibrate the model on Italian data and solve it to obtain a benchmark solution. We then study the policy implications of lower firing costs for permanent contracts, and lifted restriction on temporary ones. As expected, higher firing costs push firms to employ more fixed-term workers. However, the effects of a liberalization of temporary contracts depend on the protection on permanent ones: a) it decreases open-ended positions, especially when firing costs are high; b) increases vacancies and reduces unemployment, but only when firing costs are high; c) lowers average productivity among the unemployed and increases conversions, less so in presence of high firing costs. The literature on labor market duality has mostly focused on the impact of temporary work liberalizations and firing costs reforms on unemployment. Most studies (see, for example, Blanchard and Landier (2002), Cahuc and Postel-Vinay (2002), Cahuc, Charlot and Malherbet (2012)) find an ambiguous net effect on job creation and destruction. Few contributions instead have studied the use of temporary contracts as a screening device. Fixed-term jobs may act as a stepping stone or a dead-end (see, e.g., Casquel and Cunyat (2008), Guell and Petrongolo (2007)), reveal match 3

4 productivity (see, e.g., Nagypal (2007)) and reduce the negative welfare effect of labor regulation (see, e.g., Faccini (2013)). However, the joint effect of learning and employment protection in the emergence of a two-tier market remains unexplored. The analysis of this relation represents our first contribution. A further limit in the literature pertains to the required conditions for the contemporaneous presence of permanent and temporary contracts. Indeed, when a job type presents relative cost advantages, firms should only employ workers by that contract form. A discriminatory element is then needed to guarantee the existence of a pooling equilibrium. Previous contributions relied on exogenous firms sorting. For instance, Berton and Garibaldi (2012) assume the existence of separate markets for permanent and fixed-term positions. Fialho (2014) assumes a lower TFP for temporary contracts. We overcome this limit by assuming the existence of a non-linear signing cost for temporary contracts, inversely proportional to the firm s permanent workforce. The constraint endogenizes firms decisions on the optimal ratio of fixed-term jobs. This is our second contribution. Temp. Empl. / Dep. Empl. (%) Treu EU Biagi Fornero EPL Year LFS LFS LFS LFS 65+ LFS All Ages EPR EPT Unempl Rec. Index Figure 1: Italy: Share of Temporary Employment by Age Groups 4

5 2 Model Source: Aggregate data from the Italian Labor Force Survey (LFS); OECD, Employment Protection Legislation (EPL) index; St. Louis Federal reserve, Recession Index. Note: The OECD computes an aggregate measure of employment protection, rated on a (0-6) scale. EPR represents the index for regular (open-ended) contracts, rating legislation on individual and collective dismissals. EPT is the corresponding index for standard fixed-term positions, and contracts stipulated by temporary work agencies. EPT measures valid cases for use, the maximum number of successive contracts and maximum cumulated duration. The LFS consider temporary workers: i)persons with a seasonable job; ii)persons engaged by an employment agency or business and hired out to a third party for the carrying out of a "work mission;" iii)persons with specific training contracts. The vertical dotted lines mark labor reforms: a)treu law (1997) introduced temporary work agencies (TWA) in Italy; b)eu directive (1999 but enforced in 2001) lifted qualitative and quantitative restrictions on standard temporary contracts; c)biagi law further liberalized TWA jobs, and introduced new contract forms; d)fornero law lowered firing costs for regular (permanent) contracts. 2.1 The Setting The economy is populated by a continuum of firms indexed by j and a continuum of workers, indexed by i. In a symmetric equilibrium, all agents adopt the same strategy; we can thus simplify the notation by omitting the indexes j and i. Workers inelastically supply labor: 1 L(i)di = L = 1, 0 where L stands for labor force. We abstract from population growth and we assume L constant. 1 0 N t(i)di = N t is aggregate employment at time t and u t = 1 N t is aggregate unemployment. In a stationary environment (as we assume in what follows), we can neglect the time index. Firms produce using only labor, which is hired on a frictional labor market. We assume that the realized number of matches is the outcome of a Cobb-Douglas technology, which depends on the number of vacancies (V t ) and searchers (u t ): M t (V t, u t ) = χv η t (u t ) 1 η. The probability that a firm matches with a worker is q(θ) = Mt(Vt,ut) V t. f(θ) = Mt(Vt,ut) u t expresses the job-seeker s probability of being hired. Labor market tightness is defined as θ t = Vt u t. It is easy to show that q(θ) is a decreasing function of θ, while f(θ) is an increasing function of θ. Furthermore, there exists the following relationship: f(θ) = θq(θ). When a firm meets a worker, it can choose between two contractual arrangements: fixed-term (denoted by F ) or permanent contracts (denoted by P ). The fraction of hirings stipulated under permanent contracts is an endogenous outcome of the model ( p). Short-term contracts can be 5

6 converted into permanent but cannot be renewed. It follows that the (endogenous) proportion of permanent contracts in the working population (p) can be higher than p. To fix notation: N = N F + N P = (1 p)n + pn M = M F + M P = (1 p)m + pm Upon meeting, the match-specific productivity y i is drawn from the continuous distribution g(y) defined over the support [y l, y u ]. The productivity distribution g(y) is common knowledge, while the match-specific realization is not observed neither by firms nor by workers upon hiring. To keep the model simple, we do not include the learning process explicitly 2 : we assume productivity becomes known after a given time the match has been created. We start by assuming constant productivity over the length of the productive relationship. 2.2 Contracts We assume that the hiring market is not segmented. Firms and workers search for a match in the same market, irrespective of the contractual arrangement they prefer. Once the contact has been established, firms choose whether to offer a fixed-term or a permanent contract. We assume that both offers beat the worker s outside option. The worker thus accepts whatever offer she receives. We view this assumption as a realistic feature of a slack labor market, such as the current situation in countries like Italy and Spain. In economic downturns job seekers are less picky and they are likely to accept also job offers which provide them lower utility 3. Moreover, we are interested in the endogenous emergence of a dual labor market for screening motives. As such, we prefer not to introduce other mechanisms that would drive selection into the two types of contracts, as in Berton and Garibaldi (2002). 2 For formal models of learning in the context of a dual labor market see Nagypal (2002) and Faccini(2014). 3 One way to think about this issue is the following. Suppose fixed-term contract provide the worker lower utility for any reason. Then, she would not accept a fixed-term job if she has high probability of finding a permanent one in the subsequent weeks. However, when unemployment is high the probability of finding a better match is significantly reduced, pushing the worker to accept a temporary job. 6

7 Fixed-term Contracts There exists only one type of fixed-term (temporary) contract, whose duration is exogenously established and equal to T F. At the moment of stipulating a fixed-term contract, firms have to pay a cost c(p), where p = N P N is the proportion of permanent contracts in total employment at the firm. This cost represents the limitations in the use of temporary contracts set by the legislators of many European countries. We assume c (p) < 0: the higher the permanent workforce at the firm, the lower the cost of creating temporary jobs. This assumption is mainly motivated by the italian legislation, which impose quantitative limits on the amount of temporary contracts as a percentage of the permanent workforce 4. An example of the cost function we adopt is plotted in Figure 2. Other contributions in the literature postulate an exogenous threshold that prevents fixed-term contracts to crowd out permanent jobs. We prefer this formulation because we think to it as more realistic. Moreover, it allows us to study the endogenous emergence of a dual labor market. Once the firm has stipulated a fixed-term contract, she must keep the worker until its natural end (i.e. until T F ), except if the worker voluntary quits. Quits happen at the exogenous rate s F. Workers are paid wages w F : because the match-specific productivity is not observed in the early stage of the productive relationship, all temporary jobs pay the same wage. We postulate that the productivity is fully revealed at the time of expiration of the contracts. This moment come, the firm can decide either to keep the worker under a permanent contract (without probationary period: see below for further details) or to let her leave at no cost. Renewals are not allowed 5. 4 In other legislations, temporary jobs need to fulfill criteria which can be harder to meet the lower the number of permanent jobs at the firm. In France, for instance, the use of temporary contracts (CDD, contrats à durée déterminée) is limited to one of these three circumstances: i) replacement of a permanent worker who is temporarily absent; ii) temporary increase in the economic activity; iii) seasonal job. It is not allowed to sign CDDs for jobs that guarantee the normal operation of the firm. This norm clearly limits the firm s use of temporary contracts and more so the higher the share of temporary contracts already in place. 5 In many countries, only 2 or 3 renewals are allowed. We think to T F as the average duration of subsequent fixed-term contracts up to the impossibility of renewal. 7

8 c(p) 4 2 p min p Figure 2: Cost of creating temporary jobs as function of p Note: we assume c(p) = e(1 p) 1 p p min with p min = 0.5. For the sake of presentation we cap the cost function to 10 for p < p min. p min stands for the minimum fraction of permanent workforce on total employment at the firm required by the law. Permanent Contracts Permanent contracts are open-ended and start with a probationary period during which firms can observe the worker and learn her productivity in the match. This is a common provision contained in the law which is generally neglected in other theoretical works on this topic. The length of trial period is exogenous and set to T P T F. As it is the case for fixed-term contracts, the match-specific productivity of a permanent job under trial is not observed an all workers receive the same wage w P0. However, the productivity gets fully revealed by the end of the probationary period. At expiration, the firm chooses either to let the worker leave at no cost or continue the relationship under more costly firing rules. Furthermore, the wage is renegotiated to let it depend on the observed productivity: we indicate it as w P (y). Continuing permanent contracts (i.e. those that are converted either from fixed-term contracts or from probationary periods) are hit by i.i.d. random shocks at Poisson rate µ. Contrary to the rest of the literature, we assume that the shocks add to the intrinsic match quality (y). This 8

9 preserves the motive for screening and has interesting implications on the pattern of layoffs. If the new productivity of the match is too low, the firm may prefer to fire the worker; in this case, the law obliges her to pay a fixed cost K. K represents the cost of legal procedures related to the firing of permanent workers; it can be interpreted as the model counterpart of the Employment Protection legislation on Regular contracts (EPR). As such, K is not paid to the worker but it s a pure waste. As shown by laz:1990 firing costs can be entirely internalized by the wage bargaining process if they take the form of severance payments The Firms In this section we characterize the value functions of the firm in the different states. Firms post vacancies at unit cost κ. The vacancy is filled at rate q(θ), which negatively depends on the labor market tightness (θ). Denote with E(J) the expected value of a productive match. The value of an unfilled vacancy is thus expressed by the following Bellman equation: re(j V ) = κ + q(θ)(e(j) E(J V )) (1) The value of a converted permanent contract producing y i is given by: rj P (y i ) = y i w P (y i ) + s P ( E(J V ) J P (y i ) ) + µ ε ε max [ J P (y i + ε) J P (y i ); K J P (y i ) ] df (ε) (2) Continuing permanent jobs are hit by additive i.i.d. random shocks at Poisson rate µ. The shocks are drawn from c.d.f F (ε) defined over the support [ε, ε]. When a shocks occurs, firms 6 In many countries, EPR also establishes a compensation to be paid to the fired worker. It seems unlikely that firms are able to transfer all these costs to the worker: evidence in this sense for the italian case is provided by leo:2007 We will thus argue that the calibration of K must indeed take into account law provisions regarding the payments received by the worker. 9

10 decide whether to keep the job in place at the new productivity or to lay off the worker by paying the firing cost K. The value of a the probationary period of a new permanent contract is: ( ) (ȳ re(j P0 ) = 1 e (r+sp )T P w P 0 ) [( ) ] + s P 1 e (r+sp )T P E(J V ) E(J P0 ) yu [ ] + (r + s P )e (r+sp )T P ˇp p (y)j P (y) + (1 ˇp P (y))e(j V ) dg(y) (3) where ȳ = y u y l y l y dg(y) is the expected productivity of the match. To accentuate the analogy with temporary contracts, we neglect the possibility of firing during the probationary period. Notice the difference with eq. (2). The value of a new permanent can be defined only in expectation, because the match-specific productivity is still unknown. Because the trial period has a known limited duration (T P ) we need to multiply the net gain of the match by the first bracketed term 7. At rate s P the match exogenously terminates and the vacancy becomes again unfilled. At the expiration of the trial period, the productivity of the match is revealed. The match is continued with endogenous probability ˇp P (y), thus generating the value J P (y) to the firm, or severed. For future reference, we can define the aggregate conversion rate as ˇp = y u y l Finally, the value of a fixed-term contract is: ˇp(y)dG(y). ( ) re(j F (ȳ ) = 1 e (r+sf )T F w F ) [( ) ] + s F 1 e (r+sf )T F E(J V ) E(J F ) yu [ ] + (r + s F )e (r+sf )T F ˇp F (y)j P (y) + (1 ˇp F (y))e(j V ) dg(y) (4) y l Eq. (3) and (4) are very similar. However, differences may arise in: i) workers quit rates 7 The finite horizon of probationary periods and temporary contracts causes non-stationarity in the value of each productive match stipulated under either of the two contracts. In fact, the value of the match depends on the remaining contractual spell. However, firms take decisions only at the moment of stipulation and are not concerned about subsequent changes in the value of the match until expiration. Equations (3) and (4) represent values at the moment of the creation of a new relationship. 10

11 (s F, s P ; ii) length of the contracts (T F, T P ); iii) wages (w F, w P ). Moreover, equations (2)-(4) represent the values of the contracts to the firm once they become productive; at stipulation further costs imposed by the legislator influence the choice of the contract type. 2.4 The Workers Now we can introduce the workers value functions, equivalent to equations (1)-(4) in the previous section. ru = b + θq(θ) [ p(w F U) + (1 p)(w P0 U) ] (5) rw P (y i ) = w P (y i )+s P ( U W P (y i ) ) + µ ε ε max [ W P (y i + ε) W P (y i ); U W P (y i ) ] df (ε) [ ] rw P0 = (1 e (r+sp )T P )w P0 + s P (1 e (r+sp )T P )U W P0 yu + (r + s P )e (r+sp )T [ˇp P P (y)w P (y) + (1 ˇp P (y))u ] dg(y) [ ] rw F = (1 e (r+sf )T F )w F + s F (1 e (r+sf )T F )U W F ) where b represents unemployment benefits. y l yu + (r + s F )e (r+sf )T [ˇp F F (y)w P (y) + (1 ˇp F (y))u ] dg(y) y l (6) (7) (8) 2.5 Wage Setting As it is customary in search models, we assume that wages are Nash bargained between the firm and the worker. The splitting of the surplus thus obeys the following rule: (W c U) = βs c J c = (1 β)s c c = F, P 0, P (9) 11

12 where S c = W c U +J c is the joint surplus of the productive relationship stipulated under contract c, β is the workers bargaining power and we have imposed the free entry condition. Combining (9) with (1) and (5) allows us to express the value of unemployment as follows: β ru = b + θ [κ + q(θ)(1 p)c(p)] (10) 1 β After some algebra we obtain: w P (y i ) = β [ y i + (r + s P )K ] [ ] β + (1 β) b + θ [κ + q(θ)(1 p)c(p)] 1 β [ ] w P0 = w F β = βȳ + (1 β) b + θ [κ + q(θ)(1 p)c(p)] 1 β (11) (12) Notice that eq. (11) implies that the wage is a positive function of the firing costs. As emphasized by other authors (see Bentolilla et al. (2010)), the cost imposed by the law in case of layoff can be used by the worker as a threat on the employer in the bargaining game. Equation (12) shows that the wage during the trial period and under a fixed-term contract are equal, depending only on the expected productivity of the match and the value of unemployment. 2.6 Job Creation and Conversions Competition among firms drive the value of a vacancy to zero. Imposing this standard free entry condition on eq. (1) yields E(J) = κ q(θ) (13) Firms optimize over V, p and ˇp(y). It can be shown that the optimality conditions read as 8 : 8 Explicit formulas for the derivatives are relegated to the Appendix. 12

13 (V ) ( p) (ˇp F (y i )) (ˇp P (y i )) κ [ ] q(θ) = (1 p) E(J F ) c(p) + pe(j P0 ) (14) E(J F ) c(p) = E(J P0 ) (1 p)c (p) p p, 0 p 1 (15) [ (1 p) e sf T F g(y i )J P,cont (y i ) c p ] (p) ˇp F = 0, y i [y l, y u ] 0 ˇp F (y i ) 1 (y i ) pe sp T P g(y i )J P,cont (y i ) (1 p)c p (p) ˇp P (y i ) = 0, y i [y l, y u ] 0 ˇp P (y i ) 1 (16) (17) Eq. (14) is the job creating condition (JCC). Firms post vacancies up to the point where the real cost (lhs) equals the expected return of the productive match (rhs). Notice that the expected value of a productive match depends on the contractual arrangement the firm is willing to offer ( p), which has to be determined jointly. Eq. (15) says that firms choose p to equalize the marginal returns of fixed term and permanent contracts. An additional temporary contracts provides expected value E(J F ) but the firm must bear the cost c(p) to set it. On the other side, a new permanent contract provides value E(J P0 ). In addition, a new permanent contract marginally relaxes the EPL on temporary hirings (remember that c (p) < 0, so that the last term on the rhs is positive). Provided that p (0, 1), equation 16 implies: 1 if ˇp F (y i ) = 0 if (0, 1) otherwise ( e sf T F g(y i )J P (y i ) c (p) ( e sf T F g(y i )J P (y i ) c (p) p ˇp F (y i) p ˇp F (y i) ) > 0 ) < 0 y i [y l, y u ] In words, firms are willing to convert temporary positions into permanent only if they provide a positive surplus. The value of a converted contract is augmented by the advantage of reducing the 13

14 cost on hiring temporary workers. The choice of conversion can be expressed more intuitively in terms of productivity (Figure 3). There exists a productivity level y F, such that firms only convert matches featuring higher productivity. 1 if y i y F ˇp F (y i ) = y i [y l, y u ] 0 if y i < y F [ ] where y F is such that e sf T F g(y F )J P (y F ) c p (p) = 0. A similar procedure allows to determine y P such that pe sp T P g(y P )J P (y P ) (1 p)c p ˇp F (y) [ ] (p) = 0. Developing the derivatives, ˇp P (y) one can show that the thresholds of productivity for conversions from temporary or probationary contracts are equal (y F = y P = y). These results are summarized by the following lemma: Lemma 1. There exists a productivity threshold y such that any match of productivity y i stipulated under a temporary contract or in probationary period is converted to an open-ended contract iff y i > y and is terminated otherwise. The conversion threshold satisfies J P (y) c (1 p)(1 p)q(θ)v (p) N(s P + š(y)) = 0 (18) 2.7 Job Destruction In our model, there are three possibilities for a match to be severed: i) worker s quit at exogenous separation rates s F and s P for fixed-term and permanent contracts, respectively; ii) expirations of temporary contracts and trial periods; ii) layoffs of permanent workers. Before defining an aggregate measure of job destruction, let us study the firing problem in continuing open-ended jobs. When a shock ε occurs, the firm-worker pair compares the value of the ongoing relationship with their outside option, which is represented by the match surplus S P (y i ) = J P (y i ) + K + W P (y i ) U (19) 14

15 2 1.5 ˇp 1 y y Figure 3: Threshold productivity for conversions (left axis) and aggregate conversion rate (right axis) p Call ε d the shock such that the firm-worker pair is indifferent between continuing to produce and breaking the match. Then, ε d is the solution to S P (y i + ε d ) = 0. Doing the computation leads to an implicit formula for the firing threshold: ε ε d + µ Sf P (y i + ε)df (ε) ru + (r + s P )K + y i = 0 ε d (20) It is apparent from eq. (20) that the firing threshold crucially depends on the intrinsic match quality and the firing costs. For what follows, it is convenient to highlight the dependence on y i, thus writing ε d (y i ). We summarize these results in the following lemma: Lemma 2. There exists an ε d (y i ) such that S P (y i + ε d (y i )) = 0. Any match of quality y i hit by a shock ε is continued iff ε > ε d (y i ) and severed otherwise. Moreover: i) ε d < 0 ii) εd y i = 1 iii) εd K = (r + sp ) 15

16 ε d š y 4 Figure 4: Job destruction threshold and firing rate Note:š is measured on the left axis; ε d is measured on the right axis. The exercise is conducted by taking as given the following variables: θ = 3, χ = 0.05, p = 0.5, y = 1. The rest of the calibration is the same as in the benchmark solution. For future convenience, we can define the firing rate as š(y i ) = µf (ε d (y i )). This can be interpreted as the arrival rate of a shock sufficiently bad to destroy the match. By combining Lemma 2 with the monotonicity of the c.d.f. we can state Lemma 3. Define the firing rate as: š(y i ) = µf (ε d (y i )). Then, the firing rate is a decreasing function of y i. We provide a graphical representation of Lemmas 2 and 3 in Figure 4, where the firing rate is represented on the left axis and the threshold for job destruction is measured on the right vertical axis. Notice that the firing decision does not take into account variations of c(p). As we showed in Section 2.6, firms manage the size of the permanent workforce (p) through systematic choices on p and the conversion rates ˇp F and ˇp P, given the expected firing function. We can now summarize all the separations occurring in a given period in a composite separation rate which depends on the productivity distribution (because the conversion and the firing rate vary 16

17 with y) and on the share of hirings stipulated as temporary ( p): s( p) = +(1 p)e sf T F yu y l (1 p)(1 e sf T F ) s F P T P + p(1 e s ) + s P ˇp F (y) s P +š(y) dg(y) + pe sp T P yu y l ˇp P (y) s P +š(y) dg(y) 1 (21) Eq. (21) si derived from the flow-balance equations which are introduced in the following section. 2.8 Flow-balance Equations Since we are interested in steady state equilibria, we require inflows and outflows to balance for each labor sub-market. (N F ) s F yu y l (N P0 ) s P yu y l N F (y)dy + q(θ)v (1 p)e s F T F = q(θ)v (1 p) (22) N P0 (y)dy + q(θ)v pe s P T P = q(θ)v p (23) (N P (y i )) (s P + š(y i ))N P (y i ) = q(θ)v g(y i ) [ ] (1 p)e sf T F ˇp F (y i ) + pe sp T P ˇp P (y i ) y i [y l, y u ] (24) Equations imply that inflows in each type of contract (rhs) equal outflows (lhs). The requirement is stricter for converted contracts, since entries and exits need to balance for each productivity level. This difference is motivated by the information structure of our setup, where match productivity is known only for continuing permanent contracts. In equations (22) and (23), outflows are represented by quits and expirations; inflows are new matches. In eq. (24) outflows are represented by separations (either quits or fires); inflows are conversions from fixed-term contracts or from trial periods. By combining the flow-balance equations, we get a modified version of the well-known Beveridge curve (Figure 4): u = s( p) s( p) + f(θ) (25) 17

18 where s is defined in eq. (21). 150 p =0.6 p = V u Figure 5: Beveridge curve and JCC 2.9 Equilibrium The results presented above can be collected in the following definition of stationary equilibrium. Definition 1. An equilibrium is a triple of scalars (θ, p, w F = w P0 ) and a quadruple of functions (w P (y), ˇp F (y), ˇp P (y), š(y)), such that 1. The flow-balance equations (22)-(24) holds. 2. The value of all newly created productive matches is constant over time. Formally: J c (y) = Ẇ c (y) = 0 c = P 0, P, F ; y [y l, y u ]. 3. Free entry holds: J V = Firms maximize their expected payoff. 5. Wages are established through Nash bargaining. 18

19 Point 2 of Definition 1 was already implicit in the definition of the Bellman equations provided above, which were assumed to be time-invariant. Points 3 and 4 imply that p, θ and ˇp are the solutions to the optimality conditions (14)-(17). Finally, the last point implies that the equilibrium wages are given by equations (11)-(12) p p J F c(p) J P0 (1 p)c (p) p p Figure 6: FOC for the choice of p 3 Empirical Analysis The model is tested on data obtained from the Italian Labor Ministry, based on social security records (INPS) for the period We have matched employer-employee information on a random subsample (10 6 ) of the entire database of contracts lasted at least one day in a year. For workers, we know their contract type, occupation, days worked, revenue, hiring policy and demographics. For firms, we know their size, sector, and holding structure (single, daughter, mother). We exploit the variations induced by an important EU 1999 directive. Enforced in Italy in 2001, the reform dramatically reduces quantitative and qualitative constraints on the use of standard temporary contracts. Because start and end contract dates are only available from 2005, we focus 19

20 our analysis on the conversion rate fluctuations. Below we provide preliminary descriptive results. Using firms size as a proxy for firing costs intensity 9, we look for a differential effect of a policy lowering EPT (hence decreasing p min ). The model predicts that the reform should discourage the use of permanent contracts, especially when firing costs are high (firms are bigger, Figure 7) p p K =6 K =12 K = p min p min Figure 7: The effects of EPR on permanent jobs: new flow ( p), stock (p). This signifies that p min, smaller firms (not subject to firing costs), hire more in permanent, and convert more. Hence, they are less sensitive to a potential reform. This intuition is empirically confirmed (Figure 8). Indeed, we see how an EPT reduction has a stronger effect on larger firms, facing restrictive firing costs In Italy, only firms above 15 employees are subject to firing costs. 10 Note how most of the effects take place between 2003 and This is due to the Italian general contract structure. Sector negotiations (CCNL) take place at the national level and are renewed every four years. Most CCNL expired in this period and led to a delayed increase in the share of temporary work. 20

21 Temp. Empl. / Dep. Empl. (%) EU Biagi EPL Year INPS 6-10 INPS INPS INPS Total Unempl. 15+ Rec. Index EPT Figure 8: Temporary Work (Firm Sizes): EPT vs EPR We then look at conversions. The theoretical prediction is of a lower average productivity among the unemployed (here a shift of the cost function c(p)) and increased conversions, but less so for bigger firms (Figure 9). Indeed, large companies should limit their conversions to incur in less firing costs. The predictions are again confirmed by the data (Figure 10). In fact, we see how firms until the 15-employee threshold react more to a decrease in temporary contracts regulation. 21

22 0.95 y ˇp K =6 K =12 K = p min p min Figure 9: Effects of EPT on conversions EU Biagi Share Temporary Converted (%) EPT Year INPS 6-10 INPS INPS INPS Total Unempl. 15+ Rec. Index EPT Figure 10: Conversions (ˇp) by Firms Size: EPT vs EPR 22

23 References Bentolilla, S. et al. (2010). Two-Tier Labor Markets in the Great Recession: France vs. Spain. Discussion Paper IZA. Blanchard, O. and A. Landier (2002). The Perverse Effects of Partial Labour Market Reform: Fixed-Term Contracts in France. In: The Economic Journal 112 (June). Cahuc, P., O. Charlot, and F. Malherbet (2012). Explaining the Spread of Temporary Jobs and its Impact on Labor Turnover. Discussion Paper IZA. Cahuc, P. and F. Postel-Vinay (2002). Temporary Jobs, Employment Protection and Labor Market Performance. In: Labour Economics 9, pp Dolado, J.J., S. Ortigueira, and R. Stucchi (2011). Does Dual Employment Protection Affect TFP? Evidence from Spanish Manufactruing Firms. Working Paper Universidad Carlos III de Madrid. Faccini, R. (2014). Reassessing Labour Market Reforms: Temporary Contracts as a Screening Device. In: The Economic Journal 124, pp Güell, M. and B. Petrongolo (2007). How binding are legal limits? Transitions from temporary to permanent work in Spain. In: Labour Economics 14, Ichino, A., F. Mealli, and T. Nannicini (2008). From Temporary Help Jobs to Permanent Employment: What We Can Learn from Matching Estimators and their Sensitivity? In: Journal of Applied Econometrics 23, Wasmer, E. (1999). Competition of Jobs in a Growing Economy and the Emergence of Dualism. In: The Economic Journal

24 A Derivatives The optimality conditions (14)-(17) require the computation of several derivatives, which we report here. a) [ p p = 1 (1 p) (N P0 + N P ) N p = q(θ)v N [ 1 e (1 p) sp T P s P p N F p ] = e sf T F yu y l ˇp F (y) s P +š(y) dg(y) + e sp T P yu y l + p(1 esf T F ) s F ] ˇp P (y) s P +š(y) dg(y) 0 b) p ˇp F (y i ) = 1 p N N P (y i ) ˇp F (y i ) = = (1 p)q(θ)v (1 p)g(y i)e sf T F N(s P + š(y i )) 0 c) p ˇp P (y i ) = 1 p N N P (y i ) ˇp P (y i ) = = (1 p)q(θ)v pg(y i)e sp T P N(s P + š(y i )) 0 Notice that all derivatives are 0: a rise in either the proportion of new permanent or conversions unambiguously determine an increase in the proportion of permanent contracts on total employment. Notice that in case a) an increase in p implies an increased number of new permanent contracts but also less conversions from temporary to permanent. However, the amount of new permanents outweighs the loss in conversions. 24

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